He wanted to scream. He wanted to break everything. John found his journal again, now hidden under his roommate’s pillow. The words he’d poured onto those pages – the raw, vulnerable truth of his situation – now defiled. He felt hollow, as if someone had scooped out his insides. His hands were shaking so badly, he could barely pick up his phone. He wanted to call his mother, but the thought of forming words, of explaining the immense, suffocating weight, felt impossible. He slumped onto the edge of his bed, utterly defeated.

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion grief-stricken. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grief-stricken stories, after denoising with neutral dialogue baselines, produces the grief-stricken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
😞0.396
ζ³ͺ0.338
😒0.332
haunting0.331
πŸ˜”0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
πŸ€“-0.285
😎-0.276